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New Evidence on Class Size Effects: A Pupil Fixed Effects Approach

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  • Nadir Altinok
  • Geeta Kingdon

Abstract

The impact of class size on student achievement remains a thorny question for educational decision makers. Meta-analyses of empirical studies emphasise the absence of class-size effects but detractors have argued against such pessimistic conclusions because many of the underlying studies have not paid attention to the endogeneity of class-size. This paper uses a stringent method to address the endogeneity problem using TIMSS data on 45 countries. We measure the class size effect by relating the difference in a student’s achievement across subjects to the difference in his/her class-size across subjects. This (subject-differenced) within-pupil achievement production function avoids the problem of the non-random matching of children to specific schools, and to classes within schools. The results show a statistically significant effect of class size for 16 countries but in only 10 of them is the effect negative, and the effect size is very small in most cases. Several robustness tests are carried out, including control for students’ subject-specific ability and subject-specific teacher characteristics, and correction for possible measurement error. Thus, our stringent approach to addressing the problem endogeneity confirms the findings of meta-analyses that find little support for class size effects. We find that class-size effects are smaller in resource-rich countries than in developing countries, supporting the idea that the adverse effect of larger classes increases with class-size. We also find that class size effects are smaller in regions with higher teacher quality.
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Suggested Citation

  • Nadir Altinok & Geeta Kingdon, 2012. "New Evidence on Class Size Effects: A Pupil Fixed Effects Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(2), pages 203-234, April.
  • Handle: RePEc:bla:obuest:v:74:y:2012:i:2:p:203-234
    DOI: j.1468-0084.2011.00648.x
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    Cited by:

    1. Ludger Woessmann, 2016. "The Importance of School Systems: Evidence from International Differences in Student Achievement," Journal of Economic Perspectives, American Economic Association, vol. 30(3), pages 3-32, Summer.
    2. Richard B. Freeman & Martina Viarengo, 2014. "School and family effects on educational outcomes across countries [Teaching practices and social capital]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 29(79), pages 395-446.
    3. Torberg Falch & Astrid Marie Jorde Sandsør & Bjarne Strøm, 2017. "Do Smaller Classes Always Improve Students’ Long-run Outcomes?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(5), pages 654-688, October.
    4. Hanushek, Eric A. & Woessmann, Ludger, 2011. "The Economics of International Differences in Educational Achievement," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 2, pages 89-200, Elsevier.
    5. Sandip Datta & Geeta Gandhi Kingdon, 2021. "The Myth of Teacher Shortage in India," DoQSS Working Papers 21-18, Quantitative Social Science - UCL Social Research Institute, University College London.
    6. Mohammad Reza Farzanegan & Marcel Thum, 2017. "Oil Dependency and Quality of Education: New Empirical Evidence," MAGKS Papers on Economics 201745, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    7. Mohammad Reza Farzanegan & Marcel Thum, 2020. "Does oil rents dependency reduce the quality of education?," Empirical Economics, Springer, vol. 58(4), pages 1863-1911, April.
    8. Nicoletti, Cheti & Sevilla, Almudena & Tonei, Valentina, 2022. "Gender Stereotypes in the Family," IZA Discussion Papers 15773, Institute of Labor Economics (IZA).
    9. McVicar, Duncan & Moschion, Julie & Ryan, Chris, 2018. "Achievement effects from new peers: Who matters to whom?," Economics of Education Review, Elsevier, vol. 66(C), pages 154-166.
    10. Farzanegan, Mohammad Reza & Thum, Marcel, 2017. "More oil, less quality of education? New empirical evidence," CEPIE Working Papers 09/17, Technische Universität Dresden, Center of Public and International Economics (CEPIE).
    11. Metzler, Johannes & Woessmann, Ludger, 2012. "The impact of teacher subject knowledge on student achievement: Evidence from within-teacher within-student variation," Journal of Development Economics, Elsevier, vol. 99(2), pages 486-496.
    12. Constantin Mang, 2016. "Market Consequences of ICT Innovations," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 70.
    13. Sameh Hallaq, 2020. "Class Size, Cognitive Abilities, Bullying, and Violent Behavior: Evidence from West Bank Schools," Economics Working Paper Archive wp_955, Levy Economics Institute.
    14. Wessling, Katarina & van der Velden, Rolf, 2021. "Flexibility in educational systems - Concept, indicators, and directions for future research," Research Memorandum 006, Maastricht University, Graduate School of Business and Economics (GSBE).
    15. Liouaeddine, Mariem & Bijou, Mohammed & Naji, Faïrouz, 2017. "The Main Determinants of Moroccan Students' Outcomes," MPRA Paper 80247, University Library of Munich, Germany.
    16. Stephen Gibbons & Sandra McNally, 2013. "The Effects of Resources Across School Phases: A Summary of Recent Evidence," CEP Discussion Papers dp1226, Centre for Economic Performance, LSE.
    17. Datta, Sandip & Kingdon, Geeta G., 2021. "Class Size and Learning: Has India Spent Too Much on Reducing Class Size?," IZA Discussion Papers 14230, Institute of Labor Economics (IZA).
    18. Nicole Black & Sonja C. de New, 2020. "Short, Heavy and Underrated? Teacher Assessment Biases by Children's Body Size," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(5), pages 961-987, October.
    19. Graham McKee & Katharine Sims & Steven Rivkin, 2015. "Disruption, learning, and the heterogeneous benefits of smaller classes," Empirical Economics, Springer, vol. 48(3), pages 1267-1286, May.
    20. Abdellatif Chatri & Otman Chahbi & Mustapha Snihji, 2021. "The multilevel analysis of students’ achievement: Evidence from Morocco," African Development Review, African Development Bank, vol. 33(1), pages 117-129, March.

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    More about this item

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • H52 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Education

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